BI商业智能>> Around>> 返回
项目作者： jianliu15

项目描述 ：
Geo-index and Image Recognition based Social Network
高级语言： JavaScript
项目地址: git://github.com/jianliu15/Around.git
创建时间： 2019-08-21T02:24:51Z
项目社区：https://github.com/jianliu15/Around
开源协议：
下载


Geo-index and Image Recognition based Social Network

Deploy on Google Kubernetes Engine

Structure Diagram

Backend

Frontend

Description

Backend:

  • Built a scalable web service in Go to handle posts and deployed to Google Cloud (GKE) for better scaling
  • Utilized ElasticSearch (GCE) to provide geo-location based search functions such that users can search nearby posts within a distance (e.g. 200km)
  • Used Google Dataflow to implement a daily dump of posts to BigQuery table for offline analysis
  • Aggregated the data at the post level and user level to improve the keyword based spam detection (BigQuery)
  • Used Google Cloud ML API and Tensorflow to train a face detection model and integrate with the Go service.

Frontend:

  • Built a geo-based social network web application with React JS
  • Implemented basic token based registration/login/logout flow with React Router v4 and server-side user authentication with JWT
  • Implemented features such as “Create Post”, “Nearby Posts As Gallery” and “Nearby Posts In Map” with Ant Design, GeoLocation API and Google Map API